PASCAL Bootcamp in Machine Learning, Vilanova 2007
22 Videos · Jul 2, 2007
About
Pascal Boot camp is meant to be a crossroad between a summer school and a strong workshop session. ;And the following professors kindly accepted to participate: :Isabelle Guyon, Ulrike von Luxburg, Mark Girolami, Colin de la Higuera, Joaquín Quiñonero, Florence d'Alche-Buc, William Triggs, Mikaela Keller, Amir Saffari, Cecilio Angulo, Mario Martín, Lluís Belanche.
The main topics developed in this summercamp will be:
- Basic Math and TCS for Machine Learning
- Useful existing software for Machine Learning
- Introduction to Machine Learning
- Theoretical frameworks and foundations
- Experimental Machine Learning
- Feature extraction and model selection
- Graphical models
- Kernel methods and linear predictors
- Clustering
- General view of application areas
- Machine learning in vision
- Machine learning in user interfaces
- Machine learning for data mining
Videos
Introduction and Panels
PANEL: Experiences in research, teaching, and applications of ML
Jul 9, 2007 21979 views
Introduction and Welcome to the PASCAL Bootcamp in Machine Learning 2007
Jul 2, 2007 5006 views
Lectures
Feature construction
Nov 6, 2007 10352 views
Kernels and Gaussian Processes
Jul 9, 2007 17415 views
The EM algorithm and Mixtures of Gaussians
Jul 6, 2007 25743 views
Probability, Information Theory and Bayesian Inference
Jul 5, 2007 39574 views
Casuality and feature selection
Nov 14, 2007 7395 views
Other ML/DM software (R, Weka, Yale)
Jul 5, 2007 17329 views
Basics of probability and statistics
Jul 2, 2007 282421 views
Basics of algorithmics, computation models, formal languages
Jul 2, 2007 20024 views
Introduction to feature selection
Jul 4, 2007 41395 views
Learning without overlearning
Jul 4, 2007 11004 views
Machine Learning in Vision
Jul 12, 2007 16574 views
Introduction to CLOP Machine Learning Toolbox
Jul 2, 2007 6896 views
ML in Bioinformatics
Oct 30, 2007 13071 views
Lectures on Clustering
Jul 9, 2007 86715 views
Introduction to Machine Learning
Jul 2, 2007 66767 views
Embedded Methods
Jul 5, 2007 12340 views
Theory and Applications of Kernel Space
Jul 11, 2007 13298 views
Student Sessions
An Introduction to Ensemble and Boosting
Jul 10, 2007 12562 views
Learning the topology of a data set
Jul 12, 2007 6880 views
System for extracting data (facts) from large amount of unstructured documents
Jul 12, 2007 7402 views